Periodic Frequencies for TWX

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From the Update 3/18/2010: The strongest frequency, according to classical frequency analysis, is an oscillation with a length of 8 trading sessions.

Frequency Analysis based on Monthly Comb

Frequency Analysis based on Monthly Comb of AOL Time Warner

It is obvious from inspection of price lines, that many seem to contain cycles that may persist in repeating for a long time. Through the years, technicians have expended much effort to measure and exploit these cycles. It would appear simple enough to do a frequency analysis on the time series. But the cycles or periods that seem so easy to see in the price data, have proven to be surprisingly difficult to measure by classical methods. The classical methods apply to stationary cycles of exactly regular period. We can easily remove the trends from historical price data to make the series stationary. However, attempts to exploit the market cycles are foiled by the deviation from strictly periodic behavior required by ordinary analysis.

One factor in the behaviour of market fluctuations is "Anticipation". When speculators detect a cycle in prices, they will buy earlier before the peak, and sell earlier before the dip. This phenomena causes an increase in frequency, and eventually a breakup of the established cycle. Traditional frequency analysis methods such as the Fourier Transform, break down badly attempting to deal with these irregularities.

Wilder estimated that there was an important period of about 28 trading sessions. The half cycle of this period (14 sessions) is a default factor in many of the technical indicators. We have found this to be a reasonable figure, even in today's markets, but there is significant variation between issues. Some companies just seem to have faster or slower cycles for one reason or another, and the indicators may be more accurate when fitted to the situation.

New methods had to be invented to deal with the seeming mathematical absurdity in the notion of non-periodic cycles.




General Market Conditions

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More than 70 Hi-Rez charts daily for AOL Time Warner:

Frequency from Monthly Comb Filter
Representative Cycle (Trading Sessions) = 30.00
Sawtooth = 49.78
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High16.8629.0042.0023.42 %
Low18.1531.0025.0018.16 %
Recent HighPriceRecent LowPrice Cycle
Thursday, January 28, 201026.6162
Wednesday, November 18, 200932.3819
Wednesday, October 28, 200929.1923
Thursday, October 22, 200931.5795
Friday, September 25, 200928.2457
Tuesday, June 09, 200925.9721
Tuesday, July 07, 200922.9630
Friday, May 08, 200924.5016


Fourier Transform after Digital Filter M

Cycle LengthFourier Amplitude
80.83
130.58
160.42
180.37
260.31
220.31
200.31
330.24
300.23
420.12
650.12



Frequency Analysis based on Quarterly Comb

Frequency Analysis based on Quarterly Comb of AOL Time Warner

Frequency from Quarterly Comb Filter
Representative Cycle (Trading Sessions) = 67.00
Sawtooth = 53.15
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High49.5783.0067.0030.32 %
Low53.3375.0067.0021.68 %
Recent HighPriceRecent LowPrice Cycle
Thursday, January 28, 201026.61227
Wednesday, November 18, 200932.38220
Thursday, March 05, 200915.2270
Tuesday, January 06, 200923.4887
Thursday, November 20, 200814.9993
Tuesday, September 02, 200835.4170
Friday, July 11, 200829.1173
Thursday, May 22, 200834.7667


Fourier Transform after Digital Filter Q

Cycle LengthFourier Amplitude
80.46
140.26
170.22
250.22
200.18
1780.17
220.15
1240.13
950.13
6830.12
330.12



Frequency Analysis based on Yearly Comb

TWX:  Frequency Analysis based on Yearly Comb

Representative Cycle (Trading Sessions) = 0.00
Sawtooth = 60.65
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High0.000.000.000.00 %
Low0.000.000.000.00 %
Recent HighPriceRecent LowPrice Cycle
Thursday, November 20, 200814.99593
Tuesday, September 02, 200835.41409
Thursday, January 18, 200747.53335
Monday, July 17, 200632.45258
Friday, September 16, 200538.56182
Thursday, July 07, 200533.06227
Tuesday, December 28, 200439.77233
Thursday, August 12, 200431.74370


Fourier Transform on Raw Closing Prices

Cycle LengthFourier Amplitude
67.92
5126.12
8195.52
6834.70
134.52
1783.74
1953.47
5853.17
1863.05
2932.71
3412.59




Breaking News:

In the news, Friday, March 19, 2010: An unfavorable condition has developed with Cincinnati Financial Corporation, ticker symbol CINF. Also, there are breaking events concerning Pre-Paid Legal (PPD) and Electronic Data Systems (EDS)


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Average Sawtooth based on Monthly Combo

TWX:  Average Sawtooth based on Monthly Combo

Average Sawtooth based on Bi-weekly Combo

Average Sawtooth based on Bi-weeklyly Combo of AOL Time Warner



Comparing the length of time from high points to successive lowpoints, against the corresponding time span from the lows to the following periodic highs, gives us the Sawtooth Indicator. The mid-point, corresponding to a perfect sine wave, is 50 percent. Values less than this indicate the sell slope is steeper than the buy slope, while values over 50 percent show the opposite.

The Sawtooth Statistic gives a clue to the general mood of the markets, functioning as a sort of sentiment indicator. The chart represents the sawtooth percentage of (approximately) monthly cycles over the past year, and of the (approximately) bi-weekly cycles, averaged over the past six months.

.
Semi-Annual Avg. of Bi-weekly Sawtooth Signals at 75 and 25Signaled Appreciation minus non-signaled AppreciationAnnualized %
Buy Signals - 0 instances
Sell Signals - 0 instances
.
Semi-Annual Avg. of Bi-weekly Sawtooth Signals middle CrossingSignaled Appreciation minus non-signaled AppreciationAnnualized %
Buy Signals - 14 instances
Future30SesAvgClose 2.10 % minus 3.74 % = -1.65 %-13.94 %
Future5SesAvgClose 0.70 % minus 0.73 % = -0.03 %-1.58 %
Future2SesAvgClose 0.53 % minus 0.37 % = 0.17 %20.96 %
Sell Signals - 13 instances
Future30SesAvgClose 5.06 % minus 3.74 % = 1.32 %11.17 %
Future5SesAvgClose 1.35 % minus 0.73 % = 0.62 %31.51 %
Future2SesAvgClose 1.26 % minus 0.37 % = 0.90 %113.86 %
.
Semi-Annual Avg. of Bi-weekly Sawtooth Signals at 70 and 30Signaled Appreciation minus non-signaled AppreciationAnnualized %
Buy Signals - 2 instances
Future30SesAvgClose 2.20 % minus 3.74 % = -1.54 %-13.07 %
Future5SesAvgClose 7.24 % minus 0.73 % = 6.51 %330.67 %
Future2SesAvgClose 4.18 % minus 0.37 % = 3.81 %483.74 %
Sell Signals - 4 instances
Future30SesAvgClose 0.20 % minus 3.74 % = -3.55 %-30.03 %
Future5SesAvgClose 2.70 % minus 0.73 % = 1.97 %99.95 %
Future2SesAvgClose 2.70 % minus 0.37 % = 2.34 %296.76 %
.
Projection of Representative Monthly CycleSignaled Appreciation minus non-signaled AppreciationAnnualized %
Buy Signals - 83 instances
Future30SesAvgClose 4.07 % minus 3.74 % = 0.33 %2.77 %
Future5SesAvgClose 1.33 % minus 0.73 % = 0.60 %30.43 %
Future2SesAvgClose 0.74 % minus 0.37 % = 0.37 %47.62 %
Sell Signals - 90 instances
Future30SesAvgClose 3.16 % minus 3.74 % = -0.59 %-4.97 %
Future5SesAvgClose -0.38 % minus 0.73 % = -1.11 %-56.26 %
Future2SesAvgClose -0.48 % minus 0.37 % = -0.85 %-107.73 %
.
Projection of BiWeekly Modal CyclesSignaled Appreciation minus non-signaled AppreciationAnnualized %
Buy Signals - 175 instances
Future30SesAvgClose 4.03 % minus 3.74 % = 0.29 %2.42 %
Future5SesAvgClose 0.92 % minus 0.73 % = 0.19 %9.42 %
Future2SesAvgClose 0.43 % minus 0.37 % = 0.07 %8.31 %
Sell Signals - 165 instances
Future30SesAvgClose 3.70 % minus 3.74 % = -0.04 %-0.37 %
Future5SesAvgClose 1.05 % minus 0.73 % = 0.32 %16.27 %
Future2SesAvgClose 0.66 % minus 0.37 % = 0.30 %37.60 %
.
The best buy signal for 30 future sessions was 0.33 % from the Projection of Representative Monthly Cycle,and the best sell signal for was -3.74 % from the Semi-Annual Avg. of Bi-weekly Sawtooth Signals at 75 and 25.
For 5 future sessions the best buy signal was 6.51 % from the Semi-Annual Avg. of Bi-weekly Sawtooth Signals at 70 and 30,and the best sell signal was -1.11 % from the Projection of Representative Monthly Cycle.
The best buy signal for 2 future sessions was 3.81 % from the Semi-Annual Avg. of Bi-weekly Sawtooth Signals at 70 and 30,and the best sell signal was -0.85 % from the Projection of Representative Monthly Cycle.



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